Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 8632 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.8 MiB |
| Average record size in memory | 214.6 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 1 |
balance is highly overall correlated with balance_freq and 5 other fields | High correlation |
balance_freq is highly overall correlated with balance and 1 other fields | High correlation |
purchases is highly overall correlated with one_purchases and 7 other fields | High correlation |
one_purchases is highly overall correlated with purchases and 3 other fields | High correlation |
install_purchases is highly overall correlated with purchases and 4 other fields | High correlation |
cash_adv is highly overall correlated with balance and 3 other fields | High correlation |
purchases_freq is highly overall correlated with purchases and 5 other fields | High correlation |
one_purchases_freq is highly overall correlated with purchases and 4 other fields | High correlation |
purchases_install_freq is highly overall correlated with purchases and 4 other fields | High correlation |
cash_adv_freq is highly overall correlated with balance and 3 other fields | High correlation |
cash_adv_trx is highly overall correlated with balance and 3 other fields | High correlation |
purchases_trx is highly overall correlated with purchases and 7 other fields | High correlation |
min_pay is highly overall correlated with balance and 1 other fields | High correlation |
prc_full_pay is highly overall correlated with balance | High correlation |
avg_ticket_expenses is highly overall correlated with purchases and 6 other fields | High correlation |
credit_limit_rate is highly overall correlated with purchases and 7 other fields | High correlation |
one_payment is highly overall correlated with one_purchases_freq | High correlation |
debit_rate is highly skewed (γ1 = 35.88491655) | Skewed |
id is uniformly distributed | Uniform |
id has unique values | Unique |
payments has unique values | Unique |
debit_rate has unique values | Unique |
purchases has 1966 (22.8%) zeros | Zeros |
one_purchases has 4110 (47.6%) zeros | Zeros |
install_purchases has 3745 (43.4%) zeros | Zeros |
cash_adv has 4427 (51.3%) zeros | Zeros |
purchases_freq has 1966 (22.8%) zeros | Zeros |
one_purchases_freq has 4110 (47.6%) zeros | Zeros |
purchases_install_freq has 3745 (43.4%) zeros | Zeros |
cash_adv_freq has 4427 (51.3%) zeros | Zeros |
cash_adv_trx has 4427 (51.3%) zeros | Zeros |
purchases_trx has 1963 (22.7%) zeros | Zeros |
prc_full_pay has 5587 (64.7%) zeros | Zeros |
credit_limit_rate has 1966 (22.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-07 15:54:53.780066 |
|---|---|
| Analysis finished | 2023-02-07 15:56:04.235673 |
| Duration | 1 minute and 10.46 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 8632 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14603.271 |
| Minimum | 10001 |
|---|---|
| Maximum | 19190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 10001 |
|---|---|
| 5-th percentile | 10487.55 |
| Q1 | 12338.75 |
| median | 14593.5 |
| Q3 | 16886.25 |
| 95-th percentile | 18719.45 |
| Maximum | 19190 |
| Range | 9189 |
| Interquartile range (IQR) | 4547.5 |
Descriptive statistics
| Standard deviation | 2633.0359 |
|---|---|
| Coefficient of variation (CV) | 0.18030453 |
| Kurtosis | -1.1889633 |
| Mean | 14603.271 |
| Median Absolute Deviation (MAD) | 2273.5 |
| Skewness | 0.0019343185 |
| Sum | 1.2605543 × 108 |
| Variance | 6932877.9 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 10001 | 1 | < 0.1% |
| 16112 | 1 | < 0.1% |
| 16126 | 1 | < 0.1% |
| 16125 | 1 | < 0.1% |
| 16124 | 1 | < 0.1% |
| 16123 | 1 | < 0.1% |
| 16122 | 1 | < 0.1% |
| 16121 | 1 | < 0.1% |
| 16120 | 1 | < 0.1% |
| 16119 | 1 | < 0.1% |
| Other values (8622) | 8622 |
| Value | Count | Frequency (%) |
| 10001 | 1 | |
| 10002 | 1 | |
| 10003 | 1 | |
| 10005 | 1 | |
| 10006 | 1 | |
| 10007 | 1 | |
| 10008 | 1 | |
| 10009 | 1 | |
| 10010 | 1 | |
| 10011 | 1 |
| Value | Count | Frequency (%) |
| 19190 | 1 | |
| 19189 | 1 | |
| 19188 | 1 | |
| 19186 | 1 | |
| 19184 | 1 | |
| 19183 | 1 | |
| 19182 | 1 | |
| 19181 | 1 | |
| 19180 | 1 | |
| 19179 | 1 |
balance
Real number (ℝ)
| Distinct | 8627 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1601.9124 |
| Minimum | 0 |
|---|---|
| Maximum | 19043.139 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.297958 |
| Q1 | 148.47736 |
| median | 917.63234 |
| Q3 | 2106.0281 |
| 95-th percentile | 5937.2098 |
| Maximum | 19043.139 |
| Range | 19043.139 |
| Interquartile range (IQR) | 1957.5507 |
Descriptive statistics
| Standard deviation | 2095.8105 |
|---|---|
| Coefficient of variation (CV) | 1.3083178 |
| Kurtosis | 7.5507097 |
| Mean | 1601.9124 |
| Median Absolute Deviation (MAD) | 826.17398 |
| Skewness | 2.3737272 |
| Sum | 13827708 |
| Variance | 4392421.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 40.900749 | 1 | < 0.1% |
| 296.905944 | 1 | < 0.1% |
| 765.109593 | 1 | < 0.1% |
| 2583.247881 | 1 | < 0.1% |
| 1146.669364 | 1 | < 0.1% |
| 757.470201 | 1 | < 0.1% |
| 1253.188317 | 1 | < 0.1% |
| 5058.299635 | 1 | < 0.1% |
| 1084.652647 | 1 | < 0.1% |
| Other values (8617) | 8617 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.000199 | 1 | < 0.1% |
| 0.001146 | 1 | < 0.1% |
| 0.001214 | 1 | < 0.1% |
| 0.001289 | 1 | < 0.1% |
| 0.004816 | 1 | < 0.1% |
| 0.009684 | 1 | < 0.1% |
| 0.064811 | 1 | < 0.1% |
| 0.065402 | 1 | < 0.1% |
| 0.074724 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19043.13856 | 1 | |
| 18495.55855 | 1 | |
| 16304.88925 | 1 | |
| 16259.44857 | 1 | |
| 16115.5964 | 1 | |
| 15532.33972 | 1 | |
| 15258.2259 | 1 | |
| 15244.74865 | 1 | |
| 15155.53286 | 1 | |
| 14581.45914 | 1 |
balance_freq
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.89513391 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.363636 |
| Q1 | 0.909091 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.090909 |
Descriptive statistics
| Standard deviation | 0.20757666 |
|---|---|
| Coefficient of variation (CV) | 0.23189454 |
| Kurtosis | 3.3795572 |
| Mean | 0.89513391 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.0859805 |
| Sum | 7726.7959 |
| Variance | 0.043088071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6128 | |
| 0.909091 | 406 | 4.7% |
| 0.818182 | 274 | 3.2% |
| 0.727273 | 220 | 2.5% |
| 0.545455 | 217 | 2.5% |
| 0.636364 | 202 | 2.3% |
| 0.454545 | 169 | 2.0% |
| 0.363636 | 167 | 1.9% |
| 0.272727 | 140 | 1.6% |
| 0.181818 | 117 | 1.4% |
| Other values (32) | 592 | 6.9% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 0.090909 | 25 | 0.3% |
| 0.1 | 2 | < 0.1% |
| 0.125 | 2 | < 0.1% |
| 0.142857 | 1 | < 0.1% |
| 0.166667 | 1 | < 0.1% |
| 0.181818 | 117 | |
| 0.2 | 7 | 0.1% |
| 0.222222 | 2 | < 0.1% |
| 0.25 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 6128 | |
| 0.909091 | 406 | 4.7% |
| 0.9 | 55 | 0.6% |
| 0.888889 | 53 | 0.6% |
| 0.875 | 57 | 0.7% |
| 0.857143 | 50 | 0.6% |
| 0.833333 | 59 | 0.7% |
| 0.818182 | 274 | 3.2% |
| 0.8 | 20 | 0.2% |
| 0.777778 | 21 | 0.2% |
purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6012 |
|---|---|
| Distinct (%) | 69.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1025.818 |
| Minimum | 0 |
|---|---|
| Maximum | 49039.57 |
| Zeros | 1966 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 43.765 |
| median | 375.745 |
| Q3 | 1146.42 |
| 95-th percentile | 4060.2225 |
| Maximum | 49039.57 |
| Range | 49039.57 |
| Interquartile range (IQR) | 1102.655 |
Descriptive statistics
| Standard deviation | 2167.5288 |
|---|---|
| Coefficient of variation (CV) | 2.112976 |
| Kurtosis | 108.63701 |
| Mean | 1025.818 |
| Median Absolute Deviation (MAD) | 375.745 |
| Skewness | 8.0543316 |
| Sum | 8854860.8 |
| Variance | 4698181.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1966 | 22.8% |
| 45.65 | 25 | 0.3% |
| 150 | 15 | 0.2% |
| 60 | 13 | 0.2% |
| 100 | 12 | 0.1% |
| 200 | 12 | 0.1% |
| 450 | 12 | 0.1% |
| 600 | 10 | 0.1% |
| 70 | 10 | 0.1% |
| 50 | 9 | 0.1% |
| Other values (6002) | 6548 |
| Value | Count | Frequency (%) |
| 0 | 1966 | |
| 0.01 | 3 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 1 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 4.99 | 1 | < 0.1% |
| 6.9 | 1 | < 0.1% |
| 7.26 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49039.57 | 1 | |
| 41050.4 | 1 | |
| 40040.71 | 1 | |
| 38902.71 | 1 | |
| 35131.16 | 1 | |
| 32539.78 | 1 | |
| 31299.35 | 1 | |
| 27957.68 | 1 | |
| 27790.42 | 1 | |
| 26784.62 | 1 |
one_purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 3921 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 605.18172 |
| Minimum | 0 |
|---|---|
| Maximum | 40761.25 |
| Zeros | 4110 |
| Zeros (%) | 47.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 45 |
| Q3 | 599.6625 |
| 95-th percentile | 2729.1745 |
| Maximum | 40761.25 |
| Range | 40761.25 |
| Interquartile range (IQR) | 599.6625 |
Descriptive statistics
| Standard deviation | 1684.6477 |
|---|---|
| Coefficient of variation (CV) | 2.7837056 |
| Kurtosis | 160.05867 |
| Mean | 605.18172 |
| Median Absolute Deviation (MAD) | 45 |
| Skewness | 9.9338882 |
| Sum | 5223928.6 |
| Variance | 2838037.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4110 | |
| 45.65 | 43 | 0.5% |
| 50 | 16 | 0.2% |
| 200 | 15 | 0.2% |
| 100 | 12 | 0.1% |
| 150 | 12 | 0.1% |
| 1000 | 12 | 0.1% |
| 70 | 12 | 0.1% |
| 250 | 11 | 0.1% |
| 60 | 10 | 0.1% |
| Other values (3911) | 4379 |
| Value | Count | Frequency (%) |
| 0 | 4110 | |
| 0.01 | 6 | 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 1 | 4 | < 0.1% |
| 1.4 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4.99 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40761.25 | 1 | |
| 40624.06 | 1 | |
| 34087.73 | 1 | |
| 33803.84 | 1 | |
| 26547.43 | 1 | |
| 26514.32 | 1 | |
| 25122.77 | 1 | |
| 24543.52 | 1 | |
| 23032.97 | 1 | |
| 22257.39 | 1 |
install_purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4339 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 420.94495 |
| Minimum | 0 |
|---|---|
| Maximum | 22500 |
| Zeros | 3745 |
| Zeros (%) | 43.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 94.785 |
| Q3 | 484.1475 |
| 95-th percentile | 1800 |
| Maximum | 22500 |
| Range | 22500 |
| Interquartile range (IQR) | 484.1475 |
Descriptive statistics
| Standard deviation | 917.42729 |
|---|---|
| Coefficient of variation (CV) | 2.1794472 |
| Kurtosis | 94.158059 |
| Mean | 420.94495 |
| Median Absolute Deviation (MAD) | 94.785 |
| Skewness | 7.2148716 |
| Sum | 3633596.8 |
| Variance | 841672.84 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3745 | |
| 100 | 14 | 0.2% |
| 200 | 13 | 0.2% |
| 150 | 11 | 0.1% |
| 125 | 11 | 0.1% |
| 300 | 10 | 0.1% |
| 75 | 9 | 0.1% |
| 500 | 8 | 0.1% |
| 450 | 8 | 0.1% |
| 360 | 7 | 0.1% |
| Other values (4329) | 4796 |
| Value | Count | Frequency (%) |
| 0 | 3745 | |
| 1.95 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 6.33 | 1 | < 0.1% |
| 7.26 | 1 | < 0.1% |
| 7.67 | 1 | < 0.1% |
| 9.58 | 1 | < 0.1% |
| 9.65 | 1 | < 0.1% |
| 9.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22500 | 1 | |
| 15497.19 | 1 | |
| 14686.1 | 1 | |
| 13184.43 | 1 | |
| 12738.47 | 1 | |
| 12560.85 | 1 | |
| 12541 | 1 | |
| 12375 | 1 | |
| 12235.05 | 1 | |
| 12128.94 | 1 |
cash_adv
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4206 |
|---|---|
| Distinct (%) | 48.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 994.63622 |
| Minimum | 0 |
|---|---|
| Maximum | 47137.212 |
| Zeros | 4427 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1133.7529 |
| 95-th percentile | 4723.928 |
| Maximum | 47137.212 |
| Range | 47137.212 |
| Interquartile range (IQR) | 1133.7529 |
Descriptive statistics
| Standard deviation | 2121.8418 |
|---|---|
| Coefficient of variation (CV) | 2.1332843 |
| Kurtosis | 52.12473 |
| Mean | 994.63622 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1386193 |
| Sum | 8585699.8 |
| Variance | 4502212.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4427 | |
| 2411.584248 | 1 | < 0.1% |
| 92.6579 | 1 | < 0.1% |
| 1486.243293 | 1 | < 0.1% |
| 855.232779 | 1 | < 0.1% |
| 3767.104707 | 1 | < 0.1% |
| 291.608512 | 1 | < 0.1% |
| 38.690552 | 1 | < 0.1% |
| 521.664369 | 1 | < 0.1% |
| 1974.202963 | 1 | < 0.1% |
| Other values (4196) | 4196 |
| Value | Count | Frequency (%) |
| 0 | 4427 | |
| 14.222216 | 1 | < 0.1% |
| 18.042768 | 1 | < 0.1% |
| 18.117967 | 1 | < 0.1% |
| 18.123413 | 1 | < 0.1% |
| 18.126683 | 1 | < 0.1% |
| 18.149946 | 1 | < 0.1% |
| 18.204577 | 1 | < 0.1% |
| 18.240626 | 1 | < 0.1% |
| 18.280043 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 47137.21176 | 1 | |
| 29282.10915 | 1 | |
| 27296.48576 | 1 | |
| 26268.69989 | 1 | |
| 26194.04954 | 1 | |
| 23130.82106 | 1 | |
| 22665.7785 | 1 | |
| 21943.84942 | 1 | |
| 20712.67008 | 1 | |
| 20277.33112 | 1 |
purchases_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49605607 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1966 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.083333 |
| median | 0.5 |
| Q3 | 0.916667 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.833334 |
Descriptive statistics
| Standard deviation | 0.40127596 |
|---|---|
| Coefficient of variation (CV) | 0.80893266 |
| Kurtosis | -1.6379842 |
| Mean | 0.49605607 |
| Median Absolute Deviation (MAD) | 0.416667 |
| Skewness | 0.032666608 |
| Sum | 4281.956 |
| Variance | 0.1610224 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2125 | |
| 0 | 1966 | |
| 0.083333 | 620 | 7.2% |
| 0.916667 | 391 | 4.5% |
| 0.5 | 390 | 4.5% |
| 0.833333 | 367 | 4.3% |
| 0.166667 | 367 | 4.3% |
| 0.333333 | 349 | 4.0% |
| 0.25 | 328 | 3.8% |
| 0.583333 | 309 | 3.6% |
| Other values (37) | 1420 |
| Value | Count | Frequency (%) |
| 0 | 1966 | |
| 0.083333 | 620 | 7.2% |
| 0.090909 | 41 | 0.5% |
| 0.1 | 23 | 0.3% |
| 0.111111 | 16 | 0.2% |
| 0.125 | 25 | 0.3% |
| 0.142857 | 22 | 0.3% |
| 0.166667 | 367 | 4.3% |
| 0.181818 | 15 | 0.2% |
| 0.2 | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 2125 | |
| 0.916667 | 391 | 4.5% |
| 0.909091 | 28 | 0.3% |
| 0.9 | 23 | 0.3% |
| 0.888889 | 18 | 0.2% |
| 0.875 | 26 | 0.3% |
| 0.857143 | 23 | 0.3% |
| 0.833333 | 367 | 4.3% |
| 0.818182 | 20 | 0.2% |
| 0.8 | 9 | 0.1% |
one_purchases_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2059945 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4110 |
| Zeros (%) | 47.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.083333 |
| Q3 | 0.333333 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.333333 |
Descriptive statistics
| Standard deviation | 0.30009566 |
|---|---|
| Coefficient of variation (CV) | 1.4568139 |
| Kurtosis | 1.0560114 |
| Mean | 0.2059945 |
| Median Absolute Deviation (MAD) | 0.083333 |
| Skewness | 1.5035616 |
| Sum | 1778.1446 |
| Variance | 0.090057407 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4110 | |
| 0.083333 | 1056 | 12.2% |
| 0.166667 | 576 | 6.7% |
| 1 | 469 | 5.4% |
| 0.25 | 408 | 4.7% |
| 0.333333 | 346 | 4.0% |
| 0.416667 | 243 | 2.8% |
| 0.5 | 232 | 2.7% |
| 0.583333 | 197 | 2.3% |
| 0.666667 | 167 | 1.9% |
| Other values (37) | 828 | 9.6% |
| Value | Count | Frequency (%) |
| 0 | 4110 | |
| 0.083333 | 1056 | 12.2% |
| 0.090909 | 54 | 0.6% |
| 0.1 | 36 | 0.4% |
| 0.111111 | 24 | 0.3% |
| 0.125 | 35 | 0.4% |
| 0.142857 | 33 | 0.4% |
| 0.166667 | 576 | 6.7% |
| 0.181818 | 33 | 0.4% |
| 0.2 | 26 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 469 | |
| 0.916667 | 151 | 1.7% |
| 0.909091 | 4 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.888889 | 2 | < 0.1% |
| 0.875 | 6 | 0.1% |
| 0.857143 | 1 | < 0.1% |
| 0.833333 | 115 | 1.3% |
| 0.818182 | 10 | 0.1% |
| 0.8 | 4 | < 0.1% |
purchases_install_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36882714 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3745 |
| Zeros (%) | 43.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.166667 |
| Q3 | 0.75 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.39809538 |
|---|---|
| Coefficient of variation (CV) | 1.0793549 |
| Kurtosis | -1.4194671 |
| Mean | 0.36882714 |
| Median Absolute Deviation (MAD) | 0.166667 |
| Skewness | 0.48759201 |
| Sum | 3183.7158 |
| Variance | 0.15847993 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3745 | |
| 1 | 1296 | 15.0% |
| 0.416667 | 381 | 4.4% |
| 0.916667 | 340 | 3.9% |
| 0.833333 | 304 | 3.5% |
| 0.5 | 303 | 3.5% |
| 0.166667 | 296 | 3.4% |
| 0.666667 | 290 | 3.4% |
| 0.75 | 284 | 3.3% |
| 0.083333 | 248 | 2.9% |
| Other values (37) | 1145 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 3745 | |
| 0.083333 | 248 | 2.9% |
| 0.090909 | 10 | 0.1% |
| 0.1 | 5 | 0.1% |
| 0.111111 | 8 | 0.1% |
| 0.125 | 4 | < 0.1% |
| 0.142857 | 5 | 0.1% |
| 0.166667 | 296 | 3.4% |
| 0.181818 | 14 | 0.2% |
| 0.2 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1296 | |
| 0.916667 | 340 | 3.9% |
| 0.909091 | 25 | 0.3% |
| 0.9 | 18 | 0.2% |
| 0.888889 | 28 | 0.3% |
| 0.875 | 28 | 0.3% |
| 0.857143 | 29 | 0.3% |
| 0.833333 | 304 | 3.5% |
| 0.818182 | 20 | 0.2% |
| 0.8 | 17 | 0.2% |
cash_adv_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13766797 |
| Minimum | 0 |
|---|---|
| Maximum | 1.5 |
| Zeros | 4427 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.25 |
| 95-th percentile | 0.583333 |
| Maximum | 1.5 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.20181644 |
|---|---|
| Coefficient of variation (CV) | 1.4659651 |
| Kurtosis | 3.1816644 |
| Mean | 0.13766797 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7952786 |
| Sum | 1188.3499 |
| Variance | 0.040729874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4427 | |
| 0.083333 | 980 | 11.4% |
| 0.166667 | 730 | 8.5% |
| 0.25 | 573 | 6.6% |
| 0.333333 | 434 | 5.0% |
| 0.416667 | 272 | 3.2% |
| 0.5 | 209 | 2.4% |
| 0.583333 | 142 | 1.6% |
| 0.666667 | 124 | 1.4% |
| 0.090909 | 66 | 0.8% |
| Other values (44) | 675 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 4427 | |
| 0.083333 | 980 | 11.4% |
| 0.090909 | 66 | 0.8% |
| 0.1 | 36 | 0.4% |
| 0.111111 | 23 | 0.3% |
| 0.125 | 43 | 0.5% |
| 0.142857 | 43 | 0.5% |
| 0.166667 | 730 | 8.5% |
| 0.181818 | 41 | 0.5% |
| 0.2 | 21 | 0.2% |
| Value | Count | Frequency (%) |
| 1.5 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.166667 | 2 | < 0.1% |
| 1.142857 | 1 | < 0.1% |
| 1.125 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.090909 | 1 | < 0.1% |
| 1 | 24 | |
| 0.916667 | 27 | |
| 0.909091 | 3 | < 0.1% |
cash_adv_trx
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3154541 |
| Minimum | 0 |
|---|---|
| Maximum | 123 |
| Zeros | 4427 |
| Zeros (%) | 51.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 15 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 6.9137395 |
|---|---|
| Coefficient of variation (CV) | 2.0853069 |
| Kurtosis | 60.407602 |
| Mean | 3.3154541 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6723042 |
| Sum | 28619 |
| Variance | 47.799794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4427 | |
| 1 | 839 | 9.7% |
| 2 | 602 | 7.0% |
| 3 | 429 | 5.0% |
| 4 | 374 | 4.3% |
| 5 | 300 | 3.5% |
| 6 | 241 | 2.8% |
| 7 | 202 | 2.3% |
| 8 | 169 | 2.0% |
| 10 | 147 | 1.7% |
| Other values (55) | 902 | 10.4% |
| Value | Count | Frequency (%) |
| 0 | 4427 | |
| 1 | 839 | 9.7% |
| 2 | 602 | 7.0% |
| 3 | 429 | 5.0% |
| 4 | 374 | 4.3% |
| 5 | 300 | 3.5% |
| 6 | 241 | 2.8% |
| 7 | 202 | 2.3% |
| 8 | 169 | 2.0% |
| 9 | 108 | 1.3% |
| Value | Count | Frequency (%) |
| 123 | 3 | |
| 110 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 71 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 62 | 3 | |
| 61 | 1 | < 0.1% |
purchases_trx
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 173 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.040199 |
| Minimum | 0 |
|---|---|
| Maximum | 358 |
| Zeros | 1963 |
| Zeros (%) | 22.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 7 |
| Q3 | 18 |
| 95-th percentile | 59 |
| Maximum | 358 |
| Range | 358 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 25.184222 |
|---|---|
| Coefficient of variation (CV) | 1.6744607 |
| Kurtosis | 33.942251 |
| Mean | 15.040199 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.5777614 |
| Sum | 129827 |
| Variance | 634.24505 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1963 | |
| 1 | 606 | 7.0% |
| 12 | 537 | 6.2% |
| 2 | 345 | 4.0% |
| 6 | 340 | 3.9% |
| 3 | 294 | 3.4% |
| 4 | 277 | 3.2% |
| 7 | 265 | 3.1% |
| 8 | 263 | 3.0% |
| 5 | 254 | 2.9% |
| Other values (163) | 3488 |
| Value | Count | Frequency (%) |
| 0 | 1963 | |
| 1 | 606 | 7.0% |
| 2 | 345 | 4.0% |
| 3 | 294 | 3.4% |
| 4 | 277 | 3.2% |
| 5 | 254 | 2.9% |
| 6 | 340 | 3.9% |
| 7 | 265 | 3.1% |
| 8 | 263 | 3.0% |
| 9 | 240 | 2.8% |
| Value | Count | Frequency (%) |
| 358 | 1 | |
| 347 | 1 | |
| 344 | 1 | |
| 309 | 1 | |
| 308 | 1 | |
| 298 | 1 | |
| 274 | 1 | |
| 273 | 1 | |
| 254 | 1 | |
| 248 | 2 |
credit_limit
Real number (ℝ)
| Distinct | 203 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4521.6379 |
| Minimum | 50 |
|---|---|
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 1600 |
| median | 3000 |
| Q3 | 6500 |
| 95-th percentile | 12000 |
| Maximum | 30000 |
| Range | 29950 |
| Interquartile range (IQR) | 4900 |
Descriptive statistics
| Standard deviation | 3658.4287 |
|---|---|
| Coefficient of variation (CV) | 0.80909369 |
| Kurtosis | 2.7767005 |
| Mean | 4521.6379 |
| Median Absolute Deviation (MAD) | 1800 |
| Skewness | 1.5071901 |
| Sum | 39030778 |
| Variance | 13384100 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3000 | 751 | 8.7% |
| 1500 | 695 | 8.1% |
| 1200 | 597 | 6.9% |
| 1000 | 595 | 6.9% |
| 2500 | 584 | 6.8% |
| 4000 | 470 | 5.4% |
| 6000 | 449 | 5.2% |
| 5000 | 370 | 4.3% |
| 2000 | 364 | 4.2% |
| 7500 | 273 | 3.2% |
| Other values (193) | 3484 |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 150 | 5 | 0.1% |
| 200 | 3 | < 0.1% |
| 300 | 14 | 0.2% |
| 400 | 3 | < 0.1% |
| 450 | 6 | 0.1% |
| 500 | 112 | |
| 600 | 21 | 0.2% |
| 650 | 1 | < 0.1% |
| 700 | 20 | 0.2% |
| Value | Count | Frequency (%) |
| 30000 | 2 | < 0.1% |
| 28000 | 1 | < 0.1% |
| 25000 | 1 | < 0.1% |
| 23000 | 2 | < 0.1% |
| 22500 | 1 | < 0.1% |
| 22000 | 1 | < 0.1% |
| 21500 | 2 | < 0.1% |
| 21000 | 2 | < 0.1% |
| 20500 | 1 | < 0.1% |
| 20000 | 10 |
payments
Real number (ℝ)
| Distinct | 8632 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1781.8237 |
| Minimum | 0.049513 |
|---|---|
| Maximum | 50721.483 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0.049513 |
|---|---|
| 5-th percentile | 143.51994 |
| Q1 | 418.75202 |
| median | 897.28271 |
| Q3 | 1951.1421 |
| 95-th percentile | 6142.6959 |
| Maximum | 50721.483 |
| Range | 50721.434 |
| Interquartile range (IQR) | 1532.3901 |
Descriptive statistics
| Standard deviation | 2895.588 |
|---|---|
| Coefficient of variation (CV) | 1.6250699 |
| Kurtosis | 54.549564 |
| Mean | 1781.8237 |
| Median Absolute Deviation (MAD) | 592.59303 |
| Skewness | 5.8694665 |
| Sum | 15380702 |
| Variance | 8384429.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 201.802084 | 1 | < 0.1% |
| 385.654237 | 1 | < 0.1% |
| 904.68554 | 1 | < 0.1% |
| 162.949236 | 1 | < 0.1% |
| 164.403739 | 1 | < 0.1% |
| 1679.00486 | 1 | < 0.1% |
| 209.392729 | 1 | < 0.1% |
| 1014.549633 | 1 | < 0.1% |
| 272.517748 | 1 | < 0.1% |
| 32.924384 | 1 | < 0.1% |
| Other values (8622) | 8622 |
| Value | Count | Frequency (%) |
| 0.049513 | 1 | |
| 0.056466 | 1 | |
| 3.500505 | 1 | |
| 4.523555 | 1 | |
| 4.841543 | 1 | |
| 9.533313 | 1 | |
| 12.773144 | 1 | |
| 14.500688 | 1 | |
| 16.385421 | 1 | |
| 18.125527 | 1 |
| Value | Count | Frequency (%) |
| 50721.48336 | 1 | |
| 46930.59824 | 1 | |
| 40627.59524 | 1 | |
| 39461.9658 | 1 | |
| 39048.59762 | 1 | |
| 36066.75068 | 1 | |
| 35843.62593 | 1 | |
| 34107.07499 | 1 | |
| 33994.72785 | 1 | |
| 33486.31044 | 1 |
min_pay
Real number (ℝ)
| Distinct | 8631 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 864.5275 |
| Minimum | 0.019163 |
|---|---|
| Maximum | 76406.208 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0.019163 |
|---|---|
| 5-th percentile | 73.396258 |
| Q1 | 169.21645 |
| median | 312.68409 |
| Q3 | 825.49646 |
| 95-th percentile | 2766.7162 |
| Maximum | 76406.208 |
| Range | 76406.188 |
| Interquartile range (IQR) | 656.28001 |
Descriptive statistics
| Standard deviation | 2373.0768 |
|---|---|
| Coefficient of variation (CV) | 2.7449408 |
| Kurtosis | 283.84406 |
| Mean | 864.5275 |
| Median Absolute Deviation (MAD) | 190.50134 |
| Skewness | 13.619443 |
| Sum | 7462601.4 |
| Variance | 5631493.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 299.351881 | 2 | < 0.1% |
| 139.509787 | 1 | < 0.1% |
| 277.546713 | 1 | < 0.1% |
| 6404.855484 | 1 | < 0.1% |
| 616.862544 | 1 | < 0.1% |
| 211.984193 | 1 | < 0.1% |
| 324.954747 | 1 | < 0.1% |
| 1600.26917 | 1 | < 0.1% |
| 150.317143 | 1 | < 0.1% |
| 216.090433 | 1 | < 0.1% |
| Other values (8621) | 8621 |
| Value | Count | Frequency (%) |
| 0.019163 | 1 | |
| 0.037744 | 1 | |
| 0.05588 | 1 | |
| 0.059481 | 1 | |
| 0.117036 | 1 | |
| 0.261984 | 1 | |
| 0.311953 | 1 | |
| 0.319475 | 1 | |
| 1.113027 | 1 | |
| 1.334075 | 1 |
| Value | Count | Frequency (%) |
| 76406.20752 | 1 | |
| 61031.6186 | 1 | |
| 56370.04117 | 1 | |
| 50260.75947 | 1 | |
| 43132.72823 | 1 | |
| 42629.55117 | 1 | |
| 38512.12477 | 1 | |
| 31871.36379 | 1 | |
| 30528.4324 | 1 | |
| 29019.80288 | 1 |
prc_full_pay
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1592809 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 5587 |
| Zeros (%) | 64.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.166667 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.166667 |
Descriptive statistics
| Standard deviation | 0.29630102 |
|---|---|
| Coefficient of variation (CV) | 1.8602419 |
| Kurtosis | 2.2022385 |
| Mean | 0.1592809 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8863927 |
| Sum | 1374.9128 |
| Variance | 0.087794293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5587 | |
| 1 | 488 | 5.7% |
| 0.083333 | 426 | 4.9% |
| 0.166667 | 166 | 1.9% |
| 0.25 | 156 | 1.8% |
| 0.5 | 155 | 1.8% |
| 0.090909 | 153 | 1.8% |
| 0.333333 | 133 | 1.5% |
| 0.1 | 94 | 1.1% |
| 0.2 | 83 | 1.0% |
| Other values (37) | 1191 | 13.8% |
| Value | Count | Frequency (%) |
| 0 | 5587 | |
| 0.083333 | 426 | 4.9% |
| 0.090909 | 153 | 1.8% |
| 0.1 | 94 | 1.1% |
| 0.111111 | 61 | 0.7% |
| 0.125 | 52 | 0.6% |
| 0.142857 | 54 | 0.6% |
| 0.166667 | 166 | 1.9% |
| 0.181818 | 75 | 0.9% |
| 0.2 | 83 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 488 | |
| 0.916667 | 77 | 0.9% |
| 0.909091 | 19 | 0.2% |
| 0.9 | 16 | 0.2% |
| 0.888889 | 12 | 0.1% |
| 0.875 | 18 | 0.2% |
| 0.857143 | 12 | 0.1% |
| 0.833333 | 63 | 0.7% |
| 0.818182 | 17 | 0.2% |
| 0.8 | 33 | 0.4% |
tenure
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.534175 |
| Minimum | 6 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12 |
| median | 12 |
| Q3 | 12 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.3112491 |
|---|---|
| Coefficient of variation (CV) | 0.11368382 |
| Kurtosis | 8.1508502 |
| Mean | 11.534175 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.0102343 |
| Sum | 99563 |
| Variance | 1.7193742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 7342 | |
| 11 | 356 | 4.1% |
| 10 | 226 | 2.6% |
| 6 | 184 | 2.1% |
| 8 | 183 | 2.1% |
| 7 | 177 | 2.1% |
| 9 | 164 | 1.9% |
| Value | Count | Frequency (%) |
| 6 | 184 | 2.1% |
| 7 | 177 | 2.1% |
| 8 | 183 | 2.1% |
| 9 | 164 | 1.9% |
| 10 | 226 | 2.6% |
| 11 | 356 | 4.1% |
| 12 | 7342 |
| Value | Count | Frequency (%) |
| 12 | 7342 | |
| 11 | 356 | 4.1% |
| 10 | 226 | 2.6% |
| 9 | 164 | 1.9% |
| 8 | 183 | 2.1% |
| 7 | 177 | 2.1% |
| 6 | 184 | 2.1% |
one_payment
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 134.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8632 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4522 | |
| 0 | 4110 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4522 | |
| 0 | 4110 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4522 | |
| 0 | 4110 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8632 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4522 | |
| 0 | 4110 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8632 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4522 | |
| 0 | 4110 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8632 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4522 | |
| 0 | 4110 |
avg_ticket_expenses
Real number (ℝ)
| Distinct | 6330 |
|---|---|
| Distinct (%) | 73.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.903435 |
| Minimum | 0.01 |
|---|---|
| Maximum | 5981.6667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.0458293 |
| median | 13.676667 |
| Q3 | 55.560903 |
| 95-th percentile | 172.4294 |
| Maximum | 5981.6667 |
| Range | 5981.6567 |
| Interquartile range (IQR) | 54.515074 |
Descriptive statistics
| Standard deviation | 139.58607 |
|---|---|
| Coefficient of variation (CV) | 2.7971234 |
| Kurtosis | 442.96243 |
| Mean | 49.903435 |
| Median Absolute Deviation (MAD) | 12.676667 |
| Skewness | 14.883417 |
| Sum | 430766.45 |
| Variance | 19484.27 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1966 | 22.8% |
| 45.65 | 17 | 0.2% |
| 50 | 16 | 0.2% |
| 60 | 10 | 0.1% |
| 40 | 10 | 0.1% |
| 100 | 8 | 0.1% |
| 20 | 8 | 0.1% |
| 35 | 7 | 0.1% |
| 25 | 7 | 0.1% |
| 30 | 7 | 0.1% |
| Other values (6320) | 6576 |
| Value | Count | Frequency (%) |
| 0.01 | 1 | < 0.1% |
| 0.7 | 2 | < 0.1% |
| 0.9363495398 | 1 | < 0.1% |
| 0.9458804678 | 1 | < 0.1% |
| 0.9745222884 | 1 | < 0.1% |
| 0.9985912834 | 1 | < 0.1% |
| 0.9994417133 | 1 | < 0.1% |
| 0.9998222173 | 1 | < 0.1% |
| 0.9998334208 | 1 | < 0.1% |
| 1 | 1966 |
| Value | Count | Frequency (%) |
| 5981.666667 | 1 | |
| 2600 | 1 | |
| 2523.438 | 1 | |
| 2000 | 2 | |
| 1875 | 1 | |
| 1865.044 | 1 | |
| 1810 | 1 | |
| 1709 | 1 | |
| 1591.5 | 1 | |
| 1500 | 1 |
debit_rate
Real number (ℝ)
SKEWED  UNIQUE 
| Distinct | 8632 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.95522332 |
| Minimum | 0.00071260404 |
|---|---|
| Maximum | 95.242586 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0.00071260404 |
|---|---|
| 5-th percentile | 0.089129372 |
| Q1 | 0.38432138 |
| median | 0.75573772 |
| Q3 | 1.1084204 |
| 95-th percentile | 2.57751 |
| Maximum | 95.242586 |
| Range | 95.241873 |
| Interquartile range (IQR) | 0.72409898 |
Descriptive statistics
| Standard deviation | 1.4140996 |
|---|---|
| Coefficient of variation (CV) | 1.4803864 |
| Kurtosis | 2298.4148 |
| Mean | 0.95522332 |
| Median Absolute Deviation (MAD) | 0.3625526 |
| Skewness | 35.884917 |
| Sum | 8245.4877 |
| Variance | 1.9996776 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2795097625 | 1 | < 0.1% |
| 2.309929403 | 1 | < 0.1% |
| 1.233056984 | 1 | < 0.1% |
| 1.333682746 | 1 | < 0.1% |
| 0.3338822657 | 1 | < 0.1% |
| 0.498523356 | 1 | < 0.1% |
| 4.279276649 | 1 | < 0.1% |
| 0.948026992 | 1 | < 0.1% |
| 0.06810284004 | 1 | < 0.1% |
| 5.012841385 | 1 | < 0.1% |
| Other values (8622) | 8622 |
| Value | Count | Frequency (%) |
| 0.0007126040409 | 1 | |
| 0.0008395366687 | 1 | |
| 0.001332318214 | 1 | |
| 0.00137563274 | 1 | |
| 0.001443141501 | 1 | |
| 0.00159981886 | 1 | |
| 0.001676235847 | 1 | |
| 0.002533629151 | 1 | |
| 0.002878058831 | 1 | |
| 0.003694501127 | 1 |
| Value | Count | Frequency (%) |
| 95.24258573 | 1 | |
| 17.0099304 | 1 | |
| 14.35301618 | 1 | |
| 13.99995818 | 1 | |
| 13.60114306 | 1 | |
| 12.90542858 | 1 | |
| 12.15774644 | 1 | |
| 11.6374204 | 1 | |
| 10.61397852 | 1 | |
| 10.61189654 | 1 |
credit_limit_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6331 |
|---|---|
| Distinct (%) | 73.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1247042.8 |
| Minimum | 0 |
|---|---|
| Maximum | 1.8389839 × 108 |
| Zeros | 1966 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 134.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 12196.25 |
| median | 156128.25 |
| Q3 | 801127.08 |
| 95-th percentile | 5084731.1 |
| Maximum | 1.8389839 × 108 |
| Range | 1.8389839 × 108 |
| Interquartile range (IQR) | 788930.83 |
Descriptive statistics
| Standard deviation | 5193592.2 |
|---|---|
| Coefficient of variation (CV) | 4.1647264 |
| Kurtosis | 391.7112 |
| Mean | 1247042.8 |
| Median Absolute Deviation (MAD) | 156128.25 |
| Skewness | 16.448195 |
| Sum | 1.0764474 × 1010 |
| Variance | 2.69734 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1966 | 22.8% |
| 50000 | 9 | 0.1% |
| 30000 | 8 | 0.1% |
| 25000 | 7 | 0.1% |
| 7608.333333 | 7 | 0.1% |
| 75000 | 7 | 0.1% |
| 100000 | 7 | 0.1% |
| 300000 | 6 | 0.1% |
| 60000 | 6 | 0.1% |
| 66666.66667 | 6 | 0.1% |
| Other values (6321) | 6603 |
| Value | Count | Frequency (%) |
| 0 | 1966 | |
| 5 | 1 | < 0.1% |
| 6.666666667 | 1 | < 0.1% |
| 8.333333333 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 200 | 1 | < 0.1% |
| 513.3333333 | 1 | < 0.1% |
| 833.3333333 | 1 | < 0.1% |
| 1166.666667 | 1 | < 0.1% |
| 1500 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 183898387.5 | 1 | |
| 133923100 | 1 | |
| 124050920 | 1 | |
| 120122130 | 1 | |
| 116708130 | 1 | |
| 116309466.7 | 1 | |
| 86250000 | 1 | |
| 72606572.5 | 1 | |
| 72576031.67 | 1 | |
| 70262320 | 1 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | avg_ticket_expenses | debit_rate | credit_limit_rate | one_payment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.243 | -0.121 | -0.118 | -0.187 | -0.022 | -0.047 | -0.026 | -0.181 | 0.019 | -0.021 | -0.022 | -0.081 | -0.375 | -0.244 | -0.205 | 0.059 | -0.169 | -0.033 | 0.044 | -0.201 | 0.169 |
| balance | -0.243 | 1.000 | 0.512 | -0.014 | 0.130 | -0.104 | 0.570 | -0.163 | 0.103 | -0.155 | 0.545 | 0.551 | -0.065 | 0.378 | 0.419 | 0.900 | -0.532 | 0.056 | -0.387 | 0.093 | 0.037 | 0.022 |
| balance_freq | -0.121 | 0.512 | 1.000 | 0.128 | 0.116 | 0.117 | 0.128 | 0.195 | 0.141 | 0.151 | 0.167 | 0.166 | 0.189 | 0.100 | 0.161 | 0.503 | -0.222 | 0.226 | -0.120 | 0.038 | 0.116 | 0.086 |
| purchases | -0.118 | -0.014 | 0.128 | 1.000 | 0.753 | 0.710 | -0.387 | 0.794 | 0.694 | 0.609 | -0.396 | -0.388 | 0.886 | 0.264 | 0.398 | -0.008 | 0.233 | 0.129 | 0.698 | 0.281 | 0.951 | 0.168 |
| one_purchases | -0.187 | 0.130 | 0.116 | 0.753 | 1.000 | 0.208 | -0.190 | 0.428 | 0.952 | 0.125 | -0.186 | -0.182 | 0.596 | 0.306 | 0.370 | 0.070 | 0.043 | 0.096 | 0.492 | 0.260 | 0.746 | 0.144 |
| install_purchases | -0.022 | -0.104 | 0.117 | 0.710 | 0.208 | 1.000 | -0.358 | 0.786 | 0.191 | 0.922 | -0.369 | -0.360 | 0.784 | 0.127 | 0.234 | -0.052 | 0.273 | 0.120 | 0.480 | 0.158 | 0.659 | 0.099 |
| cash_adv | -0.047 | 0.570 | 0.128 | -0.387 | -0.190 | -0.358 | 1.000 | -0.454 | -0.194 | -0.378 | 0.940 | 0.951 | -0.410 | 0.165 | 0.266 | 0.482 | -0.280 | -0.115 | -0.829 | 0.305 | -0.338 | 0.035 |
| purchases_freq | -0.026 | -0.163 | 0.195 | 0.794 | 0.428 | 0.786 | -0.454 | 1.000 | 0.466 | 0.853 | -0.455 | -0.449 | 0.921 | 0.106 | 0.164 | -0.104 | 0.292 | 0.091 | 0.570 | 0.164 | 0.748 | 0.397 |
| one_purchases_freq | -0.181 | 0.103 | 0.141 | 0.694 | 0.952 | 0.191 | -0.194 | 0.466 | 1.000 | 0.120 | -0.182 | -0.180 | 0.611 | 0.283 | 0.324 | 0.051 | 0.056 | 0.084 | 0.444 | 0.225 | 0.695 | 0.763 |
| purchases_install_freq | 0.019 | -0.155 | 0.151 | 0.609 | 0.125 | 0.922 | -0.378 | 0.853 | 0.120 | 1.000 | -0.384 | -0.376 | 0.781 | 0.051 | 0.112 | -0.085 | 0.259 | 0.108 | 0.412 | 0.106 | 0.560 | 0.092 |
| cash_adv_freq | -0.021 | 0.545 | 0.167 | -0.396 | -0.186 | -0.369 | 0.940 | -0.455 | -0.182 | -0.384 | 1.000 | 0.983 | -0.411 | 0.090 | 0.202 | 0.456 | -0.303 | -0.133 | -0.821 | 0.242 | -0.356 | 0.130 |
| cash_adv_trx | -0.022 | 0.551 | 0.166 | -0.388 | -0.182 | -0.360 | 0.951 | -0.449 | -0.180 | -0.376 | 0.983 | 1.000 | -0.402 | 0.099 | 0.216 | 0.472 | -0.296 | -0.100 | -0.820 | 0.248 | -0.349 | 0.000 |
| purchases_trx | -0.081 | -0.065 | 0.189 | 0.886 | 0.596 | 0.784 | -0.410 | 0.921 | 0.611 | 0.781 | -0.411 | -0.402 | 1.000 | 0.193 | 0.279 | -0.026 | 0.248 | 0.164 | 0.567 | 0.205 | 0.842 | 0.268 |
| credit_limit | -0.375 | 0.378 | 0.100 | 0.264 | 0.306 | 0.127 | 0.165 | 0.106 | 0.283 | 0.051 | 0.090 | 0.099 | 0.193 | 1.000 | 0.470 | 0.264 | 0.017 | 0.168 | 0.060 | 0.180 | 0.482 | 0.229 |
| payments | -0.244 | 0.419 | 0.161 | 0.398 | 0.370 | 0.234 | 0.266 | 0.164 | 0.324 | 0.112 | 0.202 | 0.216 | 0.279 | 0.470 | 1.000 | 0.368 | 0.158 | 0.204 | 0.033 | 0.022 | 0.420 | 0.082 |
| min_pay | -0.205 | 0.900 | 0.503 | -0.008 | 0.070 | -0.052 | 0.482 | -0.104 | 0.051 | -0.085 | 0.456 | 0.472 | -0.026 | 0.264 | 0.368 | 1.000 | -0.479 | 0.136 | -0.335 | -0.061 | 0.016 | 0.034 |
| prc_full_pay | 0.059 | -0.532 | -0.222 | 0.233 | 0.043 | 0.273 | -0.280 | 0.292 | 0.056 | 0.259 | -0.303 | -0.296 | 0.248 | 0.017 | 0.158 | -0.479 | 1.000 | 0.013 | 0.283 | 0.008 | 0.217 | 0.024 |
| tenure | -0.169 | 0.056 | 0.226 | 0.129 | 0.096 | 0.120 | -0.115 | 0.091 | 0.084 | 0.108 | -0.133 | -0.100 | 0.164 | 0.168 | 0.204 | 0.136 | 0.013 | 1.000 | 0.101 | -0.208 | 0.160 | 0.089 |
| avg_ticket_expenses | -0.033 | -0.387 | -0.120 | 0.698 | 0.492 | 0.480 | -0.829 | 0.570 | 0.444 | 0.412 | -0.821 | -0.820 | 0.567 | 0.060 | 0.033 | -0.335 | 0.283 | 0.101 | 1.000 | -0.038 | 0.659 | 0.084 |
| debit_rate | 0.044 | 0.093 | 0.038 | 0.281 | 0.260 | 0.158 | 0.305 | 0.164 | 0.225 | 0.106 | 0.242 | 0.248 | 0.205 | 0.180 | 0.022 | -0.061 | 0.008 | -0.208 | -0.038 | 1.000 | 0.256 | 0.000 |
| credit_limit_rate | -0.201 | 0.037 | 0.116 | 0.951 | 0.746 | 0.659 | -0.338 | 0.748 | 0.695 | 0.560 | -0.356 | -0.349 | 0.842 | 0.482 | 0.420 | 0.016 | 0.217 | 0.160 | 0.659 | 0.256 | 1.000 | 0.075 |
| one_payment | 0.169 | 0.022 | 0.086 | 0.168 | 0.144 | 0.099 | 0.035 | 0.397 | 0.763 | 0.092 | 0.130 | 0.000 | 0.268 | 0.229 | 0.082 | 0.034 | 0.024 | 0.089 | 0.084 | 0.000 | 0.075 | 1.000 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | one_payment | avg_ticket_expenses | debit_rate | credit_limit_rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10001 | 40.900749 | 0.818182 | 95.40 | 0.00 | 95.40 | 0.000000 | 0.166667 | 0.000000 | 0.083333 | 0.00 | 0 | 2 | 1000.0 | 201.802084 | 139.509787 | 0.000000 | 12 | 0 | 47.700000 | 0.279510 | 1.590000e+04 |
| 1 | 10002 | 3202.467416 | 0.909091 | 0.00 | 0.00 | 0.00 | 6442.945483 | 0.000000 | 0.000000 | 0.000000 | 0.25 | 4 | 0 | 7000.0 | 4103.032597 | 1072.340217 | 0.222222 | 12 | 0 | 1.000000 | 1.244924 | 0.000000e+00 |
| 2 | 10003 | 2495.148862 | 1.000000 | 773.17 | 773.17 | 0.00 | 0.000000 | 1.000000 | 1.000000 | 0.000000 | 0.00 | 0 | 12 | 7500.0 | 622.066742 | 627.284787 | 0.000000 | 12 | 1 | 64.430833 | 0.618857 | 9.664625e+05 |
| 4 | 10005 | 817.714335 | 1.000000 | 16.00 | 16.00 | 0.00 | 0.000000 | 0.083333 | 0.083333 | 0.000000 | 0.00 | 0 | 1 | 1200.0 | 678.334763 | 244.791237 | 0.000000 | 12 | 1 | 16.000000 | 0.017332 | 3.200000e+03 |
| 5 | 10006 | 1809.828751 | 1.000000 | 1333.28 | 0.00 | 1333.28 | 0.000000 | 0.666667 | 0.000000 | 0.583333 | 0.00 | 0 | 8 | 1800.0 | 1400.057770 | 2407.246035 | 0.000000 | 12 | 0 | 166.660000 | 0.350190 | 3.999840e+05 |
| 6 | 10007 | 627.260806 | 1.000000 | 7091.01 | 6402.63 | 688.38 | 0.000000 | 1.000000 | 1.000000 | 1.000000 | 0.00 | 0 | 64 | 13500.0 | 6354.314328 | 198.065894 | 1.000000 | 12 | 1 | 110.797031 | 1.082204 | 1.595477e+07 |
| 7 | 10008 | 1823.652743 | 1.000000 | 436.20 | 0.00 | 436.20 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 0.00 | 0 | 12 | 2300.0 | 679.065082 | 532.033990 | 0.000000 | 12 | 0 | 36.350000 | 0.360169 | 1.672100e+05 |
| 8 | 10009 | 1014.926473 | 1.000000 | 861.49 | 661.49 | 200.00 | 0.000000 | 0.333333 | 0.083333 | 0.250000 | 0.00 | 0 | 5 | 7000.0 | 688.278568 | 311.963409 | 0.000000 | 12 | 1 | 172.298000 | 0.861282 | 1.005072e+06 |
| 9 | 10010 | 152.225975 | 0.545455 | 1281.60 | 1281.60 | 0.00 | 0.000000 | 0.166667 | 0.166667 | 0.000000 | 0.00 | 0 | 3 | 11000.0 | 1164.770591 | 100.302262 | 0.000000 | 12 | 1 | 427.200000 | 1.013064 | 2.349600e+06 |
| 10 | 10011 | 1293.124939 | 1.000000 | 920.12 | 0.00 | 920.12 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 0.00 | 0 | 12 | 1200.0 | 1083.301007 | 2172.697765 | 0.000000 | 12 | 0 | 76.676667 | 0.282592 | 1.840240e+05 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | one_payment | avg_ticket_expenses | debit_rate | credit_limit_rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8938 | 19179 | 78.818407 | 0.500000 | 0.00 | 0.00 | 0.00 | 1113.186078 | 0.000000 | 0.000000 | 0.000000 | 0.166667 | 7 | 0 | 1200.0 | 1397.770131 | 21.821194 | 0.333333 | 6 | 0 | 1.000000 | 0.784160 | 0.000000 |
| 8939 | 19180 | 728.352548 | 1.000000 | 734.40 | 734.40 | 0.00 | 239.891038 | 0.333333 | 0.333333 | 0.000000 | 0.166667 | 2 | 2 | 1000.0 | 72.530037 | 110.950798 | 0.000000 | 6 | 1 | 4.027810 | 5.310043 | 122400.000000 |
| 8940 | 19181 | 130.838554 | 1.000000 | 591.24 | 0.00 | 591.24 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 475.523262 | 82.771320 | 1.000000 | 6 | 0 | 98.540000 | 1.059011 | 98540.000000 |
| 8941 | 19182 | 5967.475270 | 0.833333 | 214.55 | 0.00 | 214.55 | 8555.409326 | 0.833333 | 0.000000 | 0.666667 | 0.666667 | 13 | 5 | 9000.0 | 966.202912 | 861.949906 | 0.000000 | 6 | 0 | 1.024479 | 4.797170 | 321825.000000 |
| 8942 | 19183 | 40.829749 | 1.000000 | 113.28 | 0.00 | 113.28 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 94.488828 | 86.283101 | 0.250000 | 6 | 0 | 18.880000 | 0.626646 | 18880.000000 |
| 8943 | 19184 | 5.871712 | 0.500000 | 20.90 | 20.90 | 0.00 | 0.000000 | 0.166667 | 0.166667 | 0.000000 | 0.000000 | 0 | 1 | 500.0 | 58.644883 | 43.473717 | 0.000000 | 6 | 1 | 20.900000 | 0.204664 | 1741.666667 |
| 8945 | 19186 | 28.493517 | 1.000000 | 291.12 | 0.00 | 291.12 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 325.594462 | 48.886365 | 0.500000 | 6 | 0 | 48.520000 | 0.777396 | 48520.000000 |
| 8947 | 19188 | 23.398673 | 0.833333 | 144.40 | 0.00 | 144.40 | 0.000000 | 0.833333 | 0.000000 | 0.666667 | 0.000000 | 0 | 5 | 1000.0 | 81.270775 | 82.418369 | 0.250000 | 6 | 0 | 28.880000 | 0.882160 | 24066.666667 |
| 8948 | 19189 | 13.457564 | 0.833333 | 0.00 | 0.00 | 0.00 | 36.558778 | 0.000000 | 0.000000 | 0.000000 | 0.166667 | 2 | 0 | 500.0 | 52.549959 | 55.755628 | 0.250000 | 6 | 0 | 1.000000 | 0.337552 | 0.000000 |
| 8949 | 19190 | 372.708075 | 0.666667 | 1093.25 | 1093.25 | 0.00 | 127.040008 | 0.666667 | 0.666667 | 0.000000 | 0.333333 | 2 | 23 | 1200.0 | 63.165404 | 88.288956 | 0.000000 | 6 | 1 | 8.133097 | 8.057147 | 218650.000000 |